Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	500
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	70.4 KiB
Average record size in memory	144.3 B

Variable types

NUM	17
CAT	1

Warnings

`T(C)` has constant value "500"	Constant
`Vol(aq)` is highly correlated with `b(H2O)`	High correlation
`b(H2O)` is highly correlated with `Vol(aq)`	High correlation
`nCa(s)` is highly correlated with `b(CaO)`	High correlation
`b(CaO)` is highly correlated with `nCa(s)`	High correlation
`nSi(s_reac)` is highly correlated with `b(SiO2)`	High correlation
`b(SiO2)` is highly correlated with `nSi(s_reac)`	High correlation
`nCa(CSHQ)` is highly correlated with `mCSHQ` and 2 other fields	High correlation
`mCSHQ` is highly correlated with `nCa(CSHQ)` and 3 other fields	High correlation
`nSi(CSHQ)` is highly correlated with `mCSHQ`	High correlation
`nH2O(CSHQ)` is highly correlated with `mCSHQ` and 2 other fields	High correlation
`C/S(CSHQ)` is highly correlated with `pH`	High correlation
`pH` is highly correlated with `C/S(CSHQ)`	High correlation
`nGelPW(CSH)` is highly correlated with `mCSHQ` and 2 other fields	High correlation
`b(CaO)` has unique values	Unique
`b(SiO2)` has unique values	Unique
`b(H2O)` has unique values	Unique
`Vol(aq)` has unique values	Unique
`nCa(aq)` has unique values	Unique
`nCa(s)` has unique values	Unique
`nSi(aq)` has unique values	Unique
`nSi(s_reac)` has unique values	Unique
`mCSHQ` has unique values	Unique
`nCa(CSHQ)` has unique values	Unique
`nSi(CSHQ)` has unique values	Unique
`nH2O(CSHQ)` has unique values	Unique
`nGelPW(CSH)` has unique values	Unique
`nPortlandite` has 189 (37.8%) zeros	Zeros
`nAmor-Sl` has 443 (88.6%) zeros	Zeros

Reproduction

Analysis started	2022-11-01 15:08:52.603117
Analysis finished	2022-11-01 15:10:31.550950
Duration	1 minute and 38.95 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

T(C)
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	3.9 KiB

25	500

Frequencies
Length

Value	Count	Frequency (%)
25	500	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

b(CaO)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9499761384
Minimum	0.1028776
Maximum	1.798218
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.1028776
5-th percentile	0.18807164
Q1	0.527274925
median	0.94944105
Q3	1.37412275
95-th percentile	1.7146575
Maximum	1.798218
Range	1.6953404
Interquartile range (IQR)	0.846847825

Descriptive statistics

Standard deviation	0.4912521308
Coefficient of variation (CV)	0.5171204948
Kurtosis	-1.199804629
Mean	0.9499761384
Median Absolute Deviation (MAD)	0.42396255
Skewness	0.0002439898225
Sum	474.9880692
Variance	0.241328656
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.570795	1	0.2%
0.1313526	1	0.2%
1.44108	1	0.2%
0.7484939	1	0.2%
0.6312872	1	0.2%
1.134327	1	0.2%
0.5742732	1	0.2%
1.40926	1	0.2%
1.034422	1	0.2%
0.7832391	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1028776	1	0.2%
0.1053224	1	0.2%
0.1078357	1	0.2%
0.1108789	1	0.2%
0.1149703	1	0.2%

Value	Count	Frequency (%)
1.798218	1	0.2%
1.79471	1	0.2%
1.792285	1	0.2%
1.788742	1	0.2%
1.785463	1	0.2%

b(SiO2)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4499993918
Minimum	0.2005553
Maximum	0.6994621
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.2005553
5-th percentile	0.225498485
Q1	0.3253549
median	0.4499881
Q3	0.575021325
95-th percentile	0.674105275
Maximum	0.6994621
Range	0.4989068
Interquartile range (IQR)	0.249666425

Descriptive statistics

Standard deviation	0.1444680127
Coefficient of variation (CV)	0.321040462
Kurtosis	-1.200555569
Mean	0.4499993918
Median Absolute Deviation (MAD)	0.12512425
Skewness	-0.0003019458626
Sum	224.9996959
Variance	0.02087100668
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3936958	1	0.2%
0.5464196	1	0.2%
0.3092951	1	0.2%
0.3711635	1	0.2%
0.4361887	1	0.2%
0.4408097	1	0.2%
0.4953631	1	0.2%
0.5959025	1	0.2%
0.607846	1	0.2%
0.5470651	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2005553	1	0.2%
0.2019985	1	0.2%
0.2022614	1	0.2%
0.2038486	1	0.2%
0.2042126	1	0.2%

Value	Count	Frequency (%)
0.6994621	1	0.2%
0.6984671	1	0.2%
0.697487	1	0.2%
0.6968844	1	0.2%
0.6953377	1	0.2%

b(H2O)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.551047142
Minimum	2.777311
Maximum	8.323656
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	2.777311
5-th percentile	3.0572542
Q1	4.16790075
median	5.550264
Q3	6.93334475
95-th percentile	8.04790445
Maximum	8.323656
Range	5.546345
Interquartile range (IQR)	2.765444

Descriptive statistics

Standard deviation	1.604008135
Coefficient of variation (CV)	0.2889559562
Kurtosis	-1.199974382
Mean	5.551047142
Median Absolute Deviation (MAD)	1.3862865
Skewness	0.0003006774355
Sum	2775.523571
Variance	2.572842097
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
7.255891	1	0.2%
6.10318	1	0.2%
5.380029	1	0.2%
5.152239	1	0.2%
3.319145	1	0.2%
5.226925	1	0.2%
5.798855	1	0.2%
8.004388	1	0.2%
7.689434	1	0.2%
4.110881	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.777311	1	0.2%
2.790351	1	0.2%
2.803312	1	0.2%
2.815477	1	0.2%
2.828301	1	0.2%

Value	Count	Frequency (%)
8.323656	1	0.2%
8.314109	1	0.2%
8.29931	1	0.2%
8.288581	1	0.2%
8.271667	1	0.2%

Vol(aq)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07420627147
Minimum	0.004780485
Maximum	0.1457335
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.004780485
5-th percentile	0.0242632185
Q1	0.049568975
median	0.074569565
Q3	0.099372375
95-th percentile	0.12274353
Maximum	0.1457335
Range	0.140953015
Interquartile range (IQR)	0.0498034

Descriptive statistics

Standard deviation	0.03080475184
Coefficient of variation (CV)	0.4151232938
Kurtosis	-0.9394573036
Mean	0.07420627147
Median Absolute Deviation (MAD)	0.024916145
Skewness	-0.01559997737
Sum	37.10313574
Variance	0.0009489327356
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.09378035	1	0.2%
0.1049461	1	0.2%
0.06415106	1	0.2%
0.07114763	1	0.2%
0.03928536	1	0.2%
0.06395458	1	0.2%
0.08475509	1	0.2%
0.1056473	1	0.2%
0.1064589	1	0.2%
0.04854673	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.004780485	1	0.2%
0.0118861	1	0.2%
0.01241483	1	0.2%
0.01387792	1	0.2%
0.01455105	1	0.2%

Value	Count	Frequency (%)
0.1457335	1	0.2%
0.1415803	1	0.2%
0.1388896	1	0.2%
0.1370813	1	0.2%
0.1336069	1	0.2%

pH
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	142
Distinct (%)	28.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.97419977
Minimum	9.793652
Maximum	12.47262
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	9.793652
5-th percentile	9.793655
Q1	11.9101175
median	12.47261
Q3	12.47261
95-th percentile	12.47261
Maximum	12.47262
Range	2.678968
Interquartile range (IQR)	0.5624925

Descriptive statistics

Standard deviation	0.8926673847
Coefficient of variation (CV)	0.074549231
Kurtosis	1.450805535
Mean	11.97419977
Median Absolute Deviation (MAD)	0
Skewness	-1.72667454
Sum	5987.099885
Variance	0.7968550596
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.47261	310	62.0%
9.793655	27	5.4%
9.793657	9	1.8%
9.793653	6	1.2%
9.793658	4	0.8%
9.793656	4	0.8%
9.793654	4	0.8%
9.793659	2	0.4%
11.29967	1	0.2%
11.84199	1	0.2%
Other values (132)	132	26.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.793652	1	0.2%
9.793653	6	1.2%
9.793654	4	0.8%
9.793655	27	5.4%
9.793656	4	0.8%

Value	Count	Frequency (%)
12.47262	1	0.2%
12.47261	310	62.0%
12.45158	1	0.2%
12.44541	1	0.2%
12.43741	1	0.2%

nCa(aq)
Real number (ℝ_≥0)

UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.001012704559
Minimum	3.167933e-05
Maximum	0.00259823
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	3.167933e-05
5-th percentile	6.45274505e-05
Q1	0.000303659875
median	0.0009223634
Q3	0.00163096525
95-th percentile	0.00227670535
Maximum	0.00259823
Range	0.00256655067
Interquartile range (IQR)	0.001327305375

Descriptive statistics

Standard deviation	0.0007503648347
Coefficient of variation (CV)	0.7409513744
Kurtosis	-1.137075849
Mean	0.001012704559
Median Absolute Deviation (MAD)	0.0006674301
Skewness	0.3320024338
Sum	0.5063522794
Variance	5.630473852e-07
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001900788	1	0.2%
0.0001101302	1	0.2%
0.001300269	1	0.2%
0.001442057	1	0.2%
0.0004737399	1	0.2%
0.001296264	1	0.2%
0.0003543857	1	0.2%
0.002141312	1	0.2%
0.002157765	1	0.2%
0.0005562436	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.167933e-05	1	0.2%
3.362566e-05	1	0.2%
3.989865e-05	1	0.2%
4.289694e-05	1	0.2%
4.636751e-05	1	0.2%

Value	Count	Frequency (%)
0.00259823	1	0.2%
0.002597356	1	0.2%
0.002548959	1	0.2%
0.002547952	1	0.2%
0.002539119	1	0.2%

nCa(s)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.948963434
Minimum	0.1028196
Maximum	1.797213
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.1028196
5-th percentile	0.187961355
Q1	0.52596155
median	0.9478251
Q3	1.37284225
95-th percentile	1.71355545
Maximum	1.797213
Range	1.6943934
Interquartile range (IQR)	0.8468807

Descriptive statistics

Standard deviation	0.4909062361
Coefficient of variation (CV)	0.5173078524
Kurtosis	-1.19956056
Mean	0.948963434
Median Absolute Deviation (MAD)	0.42371095
Skewness	0.001917153528
Sum	474.481717
Variance	0.2409889326
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.568894	1	0.2%
0.1312425	1	0.2%
1.43978	1	0.2%
0.7470518	1	0.2%
0.6308135	1	0.2%
1.133031	1	0.2%
0.5739188	1	0.2%
1.407119	1	0.2%
1.032264	1	0.2%
0.7826829	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1028196	1	0.2%
0.1051937	1	0.2%
0.1077533	1	0.2%
0.110773	1	0.2%
0.1148174	1	0.2%

Value	Count	Frequency (%)
1.797213	1	0.2%
1.794022	1	0.2%
1.791634	1	0.2%
1.787017	1	0.2%
1.784555	1	0.2%

nSi(aq)
Real number (ℝ_≥0)

UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	4.920995458e-05
Minimum	1.477955e-07
Maximum	0.0005742409
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	1.477955e-07
5-th percentile	7.5013155e-07
Q1	1.798547e-06
median	2.960199e-06
Q3	1.17220025e-05
95-th percentile	0.000387992035
Maximum	0.0005742409
Range	0.0005740931045
Interquartile range (IQR)	9.9234555e-06

Descriptive statistics

Standard deviation	0.0001189638366
Coefficient of variation (CV)	2.417475034
Kurtosis	6.773167282
Mean	4.920995458e-05
Median Absolute Deviation (MAD)	1.5812195e-06
Skewness	2.78099332
Sum	0.02460497729
Variance	1.415239443e-08
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.899352e-06	1	0.2%
0.000413535	1	0.2%
1.983318e-06	1	0.2%
2.199623e-06	1	0.2%
2.440934e-06	1	0.2%
1.977248e-06	1	0.2%
1.531763e-05	1	0.2%
3.266203e-06	1	0.2%
3.291318e-06	1	0.2%
3.203564e-06	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.477955e-07	1	0.2%
3.67474e-07	1	0.2%
3.838218e-07	1	0.2%
4.290542e-07	1	0.2%
4.498663e-07	1	0.2%

Value	Count	Frequency (%)
0.0005742409	1	0.2%
0.0005578659	1	0.2%
0.0005472334	1	0.2%
0.0005402185	1	0.2%
0.0005263993	1	0.2%

nSi(s_reac)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4499501834
Minimum	0.2005458
Maximum	0.6994614
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.2005458
5-th percentile	0.225496295
Q1	0.325353425
median	0.4499664
Q3	0.574728575
95-th percentile	0.674093035
Maximum	0.6994614
Range	0.4989156
Interquartile range (IQR)	0.24937515

Descriptive statistics

Standard deviation	0.1444383316
Coefficient of variation (CV)	0.3210096072
Kurtosis	-1.200507462
Mean	0.4499501834
Median Absolute Deviation (MAD)	0.12493105
Skewness	-0.0003734359676
Sum	224.9750917
Variance	0.02086243164
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3936929	1	0.2%
0.5460061	1	0.2%
0.3092931	1	0.2%
0.3711613	1	0.2%
0.4361863	1	0.2%
0.4408077	1	0.2%
0.4953478	1	0.2%
0.5958992	1	0.2%
0.6078427	1	0.2%
0.5470619	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2005458	1	0.2%
0.2019975	1	0.2%
0.2022519	1	0.2%
0.2038461	1	0.2%
0.2042092	1	0.2%

Value	Count	Frequency (%)
0.6994614	1	0.2%
0.6984484	1	0.2%
0.6970517	1	0.2%
0.6968831	1	0.2%
0.6953366	1	0.2%

nPortlandite
Real number (ℝ_≥0)

ZEROS

Distinct	312
Distinct (%)	62.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3544796417
Minimum	0
Maximum	1.401833
Zeros	189
Zeros (%)	37.8%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.20125475
Q3	0.6586107
95-th percentile	1.1065208
Maximum	1.401833
Range	1.401833
Interquartile range (IQR)	0.6586107

Descriptive statistics

Standard deviation	0.390830867
Coefficient of variation (CV)	1.102548132
Kurtosis	-0.6673187004
Mean	0.3544796417
Median Absolute Deviation (MAD)	0.20125475
Skewness	0.7762747068
Sum	177.2398209
Variance	0.1527487666
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	189	37.8%
0.1431648	1	0.2%
0.4158275	1	0.2%
0.4375784	1	0.2%
0.04329166	1	0.2%
0.2549705	1	0.2%
0.8312714	1	0.2%
1.084079	1	0.2%
0.7538615	1	0.2%
0.2961751	1	0.2%
Other values (302)	302	60.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	189	37.8%
0.01374647	1	0.2%
0.01610423	1	0.2%
0.02057088	1	0.2%
0.02446167	1	0.2%

Value	Count	Frequency (%)
1.401833	1	0.2%
1.341661	1	0.2%
1.331663	1	0.2%
1.326951	1	0.2%
1.288399	1	0.2%

nAmor-Sl
Real number (ℝ_≥0)

ZEROS

Distinct	58
Distinct (%)	11.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02398505199
Minimum	0
Maximum	0.5327833
Zeros	443
Zeros (%)	88.6%
Memory size	3.9 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.22921646
Maximum	0.5327833
Range	0.5327833
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.08160764784
Coefficient of variation (CV)	3.402437813
Kurtosis	14.52497388
Mean	0.02398505199
Median Absolute Deviation (MAD)	0
Skewness	3.80732093
Sum	11.99252599
Variance	0.006659808186
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	443	88.6%
0.338598	1	0.2%
0.1082256	1	0.2%
0.1854852	1	0.2%
0.1003665	1	0.2%
0.01083742	1	0.2%
0.01674215	1	0.2%
0.2837457	1	0.2%
0.1602251	1	0.2%
0.282145	1	0.2%
Other values (48)	48	9.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	443	88.6%
0.009095025	1	0.2%
0.01083742	1	0.2%
0.01215671	1	0.2%
0.01674215	1	0.2%

Value	Count	Frequency (%)
0.5327833	1	0.2%
0.5004433	1	0.2%
0.4668532	1	0.2%
0.4449374	1	0.2%
0.4335332	1	0.2%

mCSHQ
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07852066286
Minimum	0.01908214
Maximum	0.1421112
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.01908214
5-th percentile	0.0328746865
Q1	0.05504434
median	0.075552875
Q3	0.101542625
95-th percentile	0.13068288
Maximum	0.1421112
Range	0.12302906
Interquartile range (IQR)	0.046498285

Descriptive statistics

Standard deviation	0.02952364454
Coefficient of variation (CV)	0.3759984119
Kurtosis	-0.8177565491
Mean	0.07852066286
Median Absolute Deviation (MAD)	0.0228302
Skewness	0.185626681
Sum	39.26033143
Variance	0.0008716455867
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.07998751	1	0.2%
0.0243571	1	0.2%
0.06283981	1	0.2%
0.07540971	1	0.2%
0.0821884	1	0.2%
0.08955994	1	0.2%
0.08189371	1	0.2%
0.1210702	1	0.2%
0.1234968	1	0.2%
0.1023925	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01908214	1	0.2%
0.01952275	1	0.2%
0.01999779	1	0.2%
0.0205582	1	0.2%
0.02130879	1	0.2%

Value	Count	Frequency (%)
0.1421112	1	0.2%
0.1412732	1	0.2%
0.1410929	1	0.2%
0.1398144	1	0.2%
0.1396328	1	0.2%

nCa(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5944837944
Minimum	0.1028196
Maximum	1.138038
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.1028196
5-th percentile	0.187961355
Q1	0.401986825
median	0.56779165
Q3	0.786385875
95-th percentile	1.0427138
Maximum	1.138038
Range	1.0352184
Interquartile range (IQR)	0.38439905

Descriptive statistics

Standard deviation	0.2535459238
Coefficient of variation (CV)	0.4264976207
Kurtosis	-0.7873673563
Mean	0.5944837944
Median Absolute Deviation (MAD)	0.1897247
Skewness	0.1811800864
Sum	297.2418972
Variance	0.06428553549
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.6405464	1	0.2%
0.1312425	1	0.2%
0.5032263	1	0.2%
0.6038871	1	0.2%
0.6308135	1	0.2%
0.7172032	1	0.2%
0.5739188	1	0.2%
0.9695403	1	0.2%
0.9889726	1	0.2%
0.7826829	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1028196	1	0.2%
0.1051937	1	0.2%
0.1077533	1	0.2%
0.110773	1	0.2%
0.1148174	1	0.2%

Value	Count	Frequency (%)
1.138038	1	0.2%
1.131327	1	0.2%
1.129884	1	0.2%
1.119645	1	0.2%
1.11819	1	0.2%

nSi(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4259651312
Minimum	0.1523485
Maximum	0.6994614
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.1523485
5-th percentile	0.213302365
Q1	0.299462475
median	0.4150915
Q3	0.551139925
95-th percentile	0.6643878
Maximum	0.6994614
Range	0.5471129
Interquartile range (IQR)	0.25167745

Descriptive statistics

Standard deviation	0.1461435268
Coefficient of variation (CV)	0.3430880044
Kurtosis	-1.141431174
Mean	0.4259651312
Median Absolute Deviation (MAD)	0.1240926
Skewness	0.1339147738
Sum	212.9825656
Variance	0.02135793042
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3936929	1	0.2%
0.1944628	1	0.2%
0.3092931	1	0.2%
0.3711613	1	0.2%
0.4361863	1	0.2%
0.4408077	1	0.2%
0.4953478	1	0.2%
0.5958992	1	0.2%
0.6078427	1	0.2%
0.5470619	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1523485	1	0.2%
0.1558662	1	0.2%
0.1596589	1	0.2%
0.1641331	1	0.2%
0.1701257	1	0.2%

Value	Count	Frequency (%)
0.6994614	1	0.2%
0.6984484	1	0.2%
0.6968831	1	0.2%
0.6953366	1	0.2%
0.6944495	1	0.2%

nH2O(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.087394708
Minimum	0.2310555
Maximum	2.013086
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.2310555
5-th percentile	0.41811763
Q1	0.75348175
median	1.047014
Q3	1.420889
95-th percentile	1.8446082
Maximum	2.013086
Range	1.7820305
Interquartile range (IQR)	0.66740725

Descriptive statistics

Standard deviation	0.4290504316
Coefficient of variation (CV)	0.3945673346
Kurtosis	-0.7863024137
Mean	1.087394708
Median Absolute Deviation (MAD)	0.3240346
Skewness	0.1892953696
Sum	543.697354
Variance	0.1840842728
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.133069	1	0.2%
0.2949273	1	0.2%
0.8901617	1	0.2%
1.068222	1	0.2%
1.14381	1	0.2%
1.268668	1	0.2%
1.107237	1	0.2%
1.715029	1	0.2%
1.749403	1	0.2%
1.422782	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2310555	1	0.2%
0.2363907	1	0.2%
0.2421426	1	0.2%
0.2489284	1	0.2%
0.2580169	1	0.2%

Value	Count	Frequency (%)
2.013086	1	0.2%
2.001215	1	0.2%
1.998662	1	0.2%
1.980551	1	0.2%
1.977978	1	0.2%

C/S(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	138
Distinct (%)	27.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.39192024
Minimum	0.6748971
Maximum	1.627021
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.6748971
5-th percentile	0.6748972
Q1	1.202726
median	1.627021
Q3	1.627021
95-th percentile	1.627021
Maximum	1.627021
Range	0.9521239
Interquartile range (IQR)	0.424295

Descriptive statistics

Standard deviation	0.3586934423
Coefficient of variation (CV)	0.2576968363
Kurtosis	-0.3479452379
Mean	1.39192024
Median Absolute Deviation (MAD)	0
Skewness	-1.158195877
Sum	695.9601201
Variance	0.1286609855
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.627021	272	54.4%
1.62702	39	7.8%
0.6748973	27	5.4%
0.6748972	26	5.2%
0.6748974	3	0.6%
0.7150692	1	0.2%
0.8299121	1	0.2%
1.413843	1	0.2%
1.591791	1	0.2%
1.286142	1	0.2%
Other values (128)	128	25.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6748971	1	0.2%
0.6748972	26	5.2%
0.6748973	27	5.4%
0.6748974	3	0.6%
0.6781719	1	0.2%

Value	Count	Frequency (%)
1.627021	272	54.4%
1.62702	39	7.8%
1.60582	1	0.2%
1.599686	1	0.2%
1.591791	1	0.2%

nGelPW(CSH)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	500
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4482009469
Minimum	0.07894314
Maximum	0.8609357
Zeros	0
Zeros (%)	0.0%
Memory size	3.9 KiB

Quantile statistics

Minimum	0.07894314
5-th percentile	0.14439986
Q1	0.30554985
median	0.4281641
Q3	0.593255175
95-th percentile	0.786086605
Maximum	0.8609357
Range	0.78199256
Interquartile range (IQR)	0.287705325

Descriptive statistics

Standard deviation	0.1905147575
Coefficient of variation (CV)	0.4250654953
Kurtosis	-0.7550960826
Mean	0.4482009469
Median Absolute Deviation (MAD)	0.1413507
Skewness	0.2023117595
Sum	224.1004734
Variance	0.03629587282
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4845789	1	0.2%
0.1007658	1	0.2%
0.380695	1	0.2%
0.4568458	1	0.2%
0.4678699	1	0.2%
0.5425704	1	0.2%
0.4114688	1	0.2%
0.7334656	1	0.2%
0.7481663	1	0.2%
0.5786371	1	0.2%
Other values (490)	490	98.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07894314	1	0.2%
0.08076597	1	0.2%
0.08273118	1	0.2%
0.08504967	1	0.2%
0.08815487	1	0.2%

Value	Count	Frequency (%)
0.8609357	1	0.2%
0.8558586	1	0.2%
0.8547667	1	0.2%
0.8470212	1	0.2%
0.8459208	1	0.2%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	nPortlandite	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)
0	25.0	1.570795	0.393696	7.255891	0.093780	12.47261	0.001901	1.568894	2.899352e-06	0.393693	0.928348	0.079988	0.640546	0.393693	1.133069	1.627021	0.484579
1	25.0	0.671536	0.477098	7.321368	0.110122	12.21850	0.001157	0.670379	8.028254e-06	0.477090	0.000000	0.088309	0.670379	0.477090	1.223958	1.405141	0.492938
2	25.0	0.375090	0.269327	5.823679	0.092808	12.19657	0.000922	0.374168	7.197989e-06	0.269320	0.000000	0.049506	0.374168	0.269320	0.685075	1.389305	0.274215
3	25.0	0.692074	0.474002	2.863043	0.029101	12.28912	0.000366	0.691708	1.718686e-06	0.474001	0.000000	0.089818	0.691708	0.474001	1.251622	1.459298	0.514404
4	25.0	0.962164	0.225568	5.052194	0.068771	12.47261	0.001394	0.960770	2.126388e-06	0.225566	0.593771	0.045829	0.367000	0.225566	0.649189	1.627021	0.277639
5	25.0	1.193130	0.652077	2.777311	0.013878	12.47261	0.000281	1.192849	4.290542e-07	0.652077	0.131907	0.132484	1.060942	0.652077	1.876710	1.627020	0.802612
6	25.0	1.425687	0.515054	6.386301	0.077954	12.47261	0.001580	1.424107	2.410088e-06	0.515051	0.586108	0.104644	0.837999	0.515051	1.482344	1.627021	0.633953
7	25.0	0.545185	0.667650	7.772879	0.119301	11.24618	0.000154	0.545031	6.872505e-05	0.667581	0.000000	0.091750	0.545031	0.667581	1.169811	0.816427	0.432301
8	25.0	1.746112	0.390574	4.524409	0.041353	12.47261	0.000838	1.745274	1.278467e-06	0.390573	1.109804	0.079354	0.635470	0.390573	1.124089	1.627021	0.480739
9	25.0	0.285268	0.297851	3.467041	0.052095	11.53502	0.000111	0.285156	1.747901e-05	0.297834	0.000000	0.044399	0.285156	0.297834	0.583583	0.957435	0.215384

Last rows

	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	nPortlandite	nAmor-Sl	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)
490	25.0	0.836975	0.562932	5.676714	0.075304	12.320360	0.001027	0.835949	4.027226e-06	0.562928	0.000000	0.000000	0.107845	0.835949	0.562928	1.506697	1.485001	0.624759
491	25.0	0.867994	0.603046	2.953816	0.024897	12.263270	0.000293	0.867700	1.591621e-06	0.603044	0.000000	0.000000	0.113270	0.867700	0.603044	1.575211	1.438867	0.642589
492	25.0	1.270771	0.203849	5.989183	0.080611	12.472610	0.001634	1.269137	2.492197e-06	0.203846	0.937475	0.000000	0.041416	0.331662	0.203846	0.586680	1.627021	0.250905
493	25.0	0.312835	0.435603	3.662445	0.053623	10.776440	0.000047	0.312788	6.103023e-05	0.435542	0.000000	0.000000	0.056222	0.312788	0.435542	0.694574	0.718158	0.247052
494	25.0	0.895870	0.468908	7.614114	0.110740	12.472610	0.002245	0.893625	3.423679e-06	0.468905	0.130707	0.000000	0.095269	0.762918	0.468905	1.349533	1.627021	0.577154
495	25.0	0.231243	0.439104	3.411736	0.052258	9.793657	0.000055	0.231188	2.059216e-04	0.438898	0.000000	0.096345	0.042906	0.231188	0.342553	0.519524	0.674897	0.177502
496	25.0	0.178252	0.343877	2.872883	0.044673	9.793655	0.000047	0.178205	1.760204e-04	0.343701	0.000000	0.079653	0.033073	0.178205	0.264048	0.400462	0.674897	0.136823
497	25.0	0.605425	0.346052	6.761177	0.103357	12.472610	0.002095	0.603330	3.195438e-06	0.346049	0.040302	0.000000	0.070308	0.563028	0.346049	0.995946	1.627021	0.425936
498	25.0	1.421062	0.656914	3.706364	0.026431	12.472610	0.000536	1.420526	8.171574e-07	0.656913	0.351715	0.000000	0.133467	1.068812	0.656913	1.890631	1.627021	0.808565
499	25.0	1.038577	0.264334	3.911900	0.045921	12.472610	0.000931	1.037646	1.419709e-06	0.264333	0.607571	0.000000	0.053705	0.430075	0.264333	0.760764	1.627021	0.325356

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows